NVIDIA A100 vs Dual RTX 3090 for Local LLMs in 2026
A100 or two RTX 3090s for a local LLM rig? VRAM pool math, bandwidth reality, cost per GB, and the cooling catch that decides it for most buyers.
I research how AI automates corporate work — the AI agents, tooling, and prompt systems that hold up inside real businesses. On AISuffer I publish that research as practical, tested guides on AI agents, tools, and prompt engineering.
A100 or two RTX 3090s for a local LLM rig? VRAM pool math, bandwidth reality, cost per GB, and the cooling catch that decides it for most buyers.
Both cost $20/mo. Claude Pro wins on writing and code quality, ChatGPT Plus on voice, images, and tooling. Which $20 plan fits you.
Cursor vs Windsurf in 2026: pricing, agent mode, speed, and context. Plus the Devin rebrand that changed Windsurf. Pick the right one for your stack.
Is Cursor worth $20/month in 2026? Honest verdict with pricing tiers, the 2025 billing blowup, stability cons, and Copilot vs Windsurf math.
Router, sequential, parallel, hierarchical, swarm. Which orchestration patterns ship, which break, and the failure mode every one shares.
A procurement-defensible framework for buying enterprise AI agents. 5-criteria scoring, 6 vendors compared, 4 questions every demo dodges.
Windsurf Free tested for a week on a real indie SaaS build. Exact wall, credit math, repo-size cliff, and the one project type where Free actually ships.
Honest explainer: most products labeled AI agents are still chatbots. The real distinction is autonomy plus tools. Here's the test.
Honest side-by-side: Hermes Agent vs OpenClaw on install, models, channels, MCP, hardware, and which one to pick for your use case.
Step-by-step OpenClaw install from GitHub: clone, configure, first WhatsApp/Telegram agent, security caveats, and what actually breaks.
Production scorecard for 12 Claude MCP servers run on a homelab for 90 days: uptime, token cost, failure modes, and the 6 I killed.
What Cursor actually costs at light, daily, and heavy usage. Real bills, agent overages, and when Pro stops being enough.
Copilot pricing with per-seat ROI math, the one plan most teams over-buy, and how it compares to Cursor on team economics.
What Windsurf actually costs in 2026 at three usage levels, Cascade credit burn, and the exact breakeven vs Cursor.
How to connect your first MCP server to Claude Desktop and start automating in 15 minutes.
Understanding AI agents: how they work, what makes them different from chatbots, and why they matter.
5 real examples of how companies use AI agents for automation, support, and analytics.
Battle-tested prompt engineering techniques for getting better results from Claude, GPT, and other LLMs.
How to build an AI assistant with OpenAI Assistants API: function calling, file search, code interpreter.
Detailed comparison of Claude and GPT for creating AI agents: performance, pricing, and capabilities.
A practical framework for selecting AI tools, from coding assistants to analytics and customer support.
Ready-to-use prompt templates for code review, debugging, refactoring, testing, and documentation.